The longest known cave system in the world is in Kentucky, with more than 400 mile of cave mapped to date. It's a mostly dry cave, at least in the areas you can visit on a tour. The cave is a UNESCO World Heritage Site, located about halfway between Louisville and Nashville.
Pro Tip: It's a popular attraction so look at wait times and book tickets in advance at recreation.gov.
